vllm-omni/docs/design/module/diffusion/diffusion_model_integration.md

title, kind, status, owners, primary_code_paths, related_code_paths, depends_on, validation_paths, upstream_refs, last_reviewed

title	kind	status	owners	primary_code_paths	related_code_paths	depends_on	validation_paths	upstream_refs	last_reviewed
Diffusion Model Integration	module	draft	@Isotr0py @wtomin @ZJY0516	vllm_omni/diffusion/models/** vllm_omni/diffusion/model_loader/**	vllm_omni/diffusion/layers/** vllm_omni/diffusion/lora/** vllm_omni/diffusion/utils/**	diffusion_runtime.md ../input_output_modality_contracts.md	tests/diffusion/models/** tests/diffusion/model_loader/** tests/diffusion/layers/** tests/diffusion/lora/**	diffusers.DiffusionPipeline	2026-07-16

Diffusion model integration

Diffusion model integration owns pipeline contracts, registration, checkpoint loading, adapters, shared layers, and model-specific processing.

Candidate invariants

DIFF-MODEL-INV-001: Pipelines implement one runtime contract

Rule: A pipeline MUST declare its supported modalities, configuration, inputs, outputs, loading path, and runtime capabilities.

DIFF-MODEL-INV-002: Registration is the selection boundary

Rule: Runtime code MUST select model implementations through the registry or loader contract rather than scattered model-name conditionals.

DIFF-MODEL-INV-003: Model code does not schedule requests

Rule: Pipeline code MUST NOT own admission, batching, cancellation, or cross-stage routing.

DIFF-MODEL-INV-004: Shared behavior stays shared

Rule: Model directories SHOULD contain only genuine model differences.

Safe-change guide

Test registry selection, checkpoint loading, minimal inference, input and output contracts, and every declared optional capability.